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Deepseek in Action: LLM Deployment, Fine-Tuning, and Application

Deepseek in Action: LLM Deployment, Fine-Tuning, and Application

Hardcover

General Computers

ISBN10: 1041090005
ISBN13: 9781041090007
Publisher: CRC Press
Published: Nov 18 2025
Pages: 14
Weight: 1.98
Height: 0.88 Width: 7.00 Depth: 10.00
Language: English

From fundamental concepts to advanced implementations, this book thoroughly explores the DeepSeek-V3 model, focusing on its Transformer-based architecture, technological innovations, and applications.

The book begins with a thorough examination of theoretical foundations, including self-attention, positional encoding, the Mixture of Experts mechanism, and distributed training strategies. It then explores DeepSeek-V3's technical advancements, including sparse attention mechanisms, FP8 mixed-precision training, and hierarchical load balancing, which optimize memory and energy efficiency. Through case studies and API integration techniques, the model's high-performance capabilities in text generation, mathematical reasoning, and code completion are examined. The book highlights DeepSeek's open platform and covers secure API authentication, concurrency strategies, and real-time data processing for scalable AI applications. Additionally, the book addresses industry applications, such as chat client development, utilizing DeepSeek's context caching and callback functions for automation and predictive maintenance.

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